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Instacart Reviews Scraper API
Scrape Instacart review data and collect product title, description, brand, product category, category tree, item ID, image URL, and product URL.
5K free records/month · Credit card not required
Trusted by 50,000+ customers worldwide
Available Instacart scrapers
Pick an Instacart Reviews scraper and call it. Every Instacart Reviews scraper lists its output fields, delivery volume, and live success rate.
Explore thousands of production-ready scrapers
Pay only for successful results, no surprises – Proxies, unlocking, browsers and retries are built in.
#1
Ranked (by AIMultiple)
99.2%
Avg. success rate
100M+
Requests weekly
400M+
Proxy IPs built in
GDPR & CCPA
Compliant
Pricing
Instacart Reviews Scraper API Pricing
Only pay for what’s successfully delivered. No hidden fees, no charges for failed deliveries.
We accept these payment methods:
How it works
From zero to Instacart Reviews data in 3 steps
No proxies to configure, no infrastructure to manage. Pick, call, and receive.
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Pick a scraper
Choose from the Instacart Reviews scrapers above or create your own with AI in minutes.
-
Call the API
One API call with up to 5,000 target URLs. Python and Node.js SDKs, CLI, MCP server, or any HTTP client.
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Get structured data
Receive clean, parsed Instacart Reviews data in JSON, NDJSON, or CSV. Delivered via API, webhook, or cloud storage.
Scraper API Call
curl -H "Authorization: Bearer API_TOKEN" -H "Content-Type: application/json" -d '[{"url":"https://www.instacart.com/store/?categoryFilter=homeTabGrocery"},{"url":"https://www.instacart.com/store/?categoryFilter=homeTabConvenience"}]' "https://api.brightdata.com/datasets/v3/trigger?dataset_id=gd_mljhotxi146iliaa3d&format=json&uncompressed_webhook=true"
Response payload
[
{
"timestamp": "2026-09-17",
"url": "https:\/\/www.instacart.com\/store\/products\/25814440-amish-wedding-blueberry-butter-premium-9-oz",
"item_id": "25814440",
"variant_id": null,
"title": "Amish Wedding Blueberry Butter, Premium",
"description": "Amish Wedding Premium Blueberry Butter 9 oz",
"product_category": "https:\/\/www.instacart.com\/categories\/316-food\u003Ehttps:\/\/www.instacart.com\/categories\/316-food\/844-pantry\u003Ehttps:\/\/www.insta...",
"category_tree": [
{
"name": "Food",
"url": "https:\/\/www.instacart.com\/categories\/316-food"
},
{
"name": "Pantry",
"url": "https:\/\/www.instacart.com\/categories\/316-food\/844-pantry"
},
{
"name": "Jams Jellies and Preserves",
"url": "https:\/\/www.instacart.com\/categories\/316-food\/844-pantry\/1068-jams-jellies-and-preserves"
},
{
"name": "Fruit Butters",
"url": "https:\/\/www.instacart.com\/categories\/316-food\/844-pantry\/1068-jams-jellies-and-preserves\/1070-fruit-butters"
}
]
},
{
"timestamp": "2026-09-17",
"url": "https:\/\/www.instacart.com\/store\/products\/20075280-yellow-onion-4-oz",
"item_id": "20075280",
"variant_id": null,
"title": "Yellow Onion",
"description": null,
"product_category": "https:\/\/www.instacart.com\/categories\/316-food\u003Ehttps:\/\/www.instacart.com\/categories\/316-food\/317-fresh-produce\u003Ehttps:\/\/ww...",
"category_tree": [
{
"name": "Food",
"url": "https:\/\/www.instacart.com\/categories\/316-food"
},
{
"name": "Fresh Produce",
"url": "https:\/\/www.instacart.com\/categories\/316-food\/317-fresh-produce"
},
{
"name": "Fresh Vegetables",
"url": "https:\/\/www.instacart.com\/categories\/316-food\/317-fresh-produce\/439-fresh-vegetables"
},
{
"name": "Root Vegetables",
"url": "https:\/\/www.instacart.com\/categories\/316-food\/317-fresh-produce\/439-fresh-vegetables\/554-root-vegetables"
},
{
"name": "Onions",
"url": "https:\/\/www.instacart.com\/categories\/316-food\/317-fresh-produce\/439-fresh-vegetables\/554-root-vegetables\/565-onions"
},
{
"name": "Yellow Onions",
"url": "https:\/\/www.instacart.com\/categories\/316-food\/317-fresh-produce\/439-fresh-vegetables\/554-root-vegetables\/565-onions\/574-..."
}
]
},
{
"timestamp": "2026-09-17",
"url": "https:\/\/www.instacart.com\/store\/products\/103034764-china-glaze-read-receipts-44615-sheer-nail-lacquer-05-fl-oz",
"item_id": "103034764",
"variant_id": null,
"title": "China Glaze Read Recpt Nail Polish",
"description": null,
"product_category": "https:\/\/www.instacart.com\/categories\/1602-personal-care\u003Ehttps:\/\/www.instacart.com\/categories\/1602-personal-care\/1484-bea...",
"category_tree": [
{
"name": "Personal Care",
"url": "https:\/\/www.instacart.com\/categories\/1602-personal-care"
},
{
"name": "Beauty",
"url": "https:\/\/www.instacart.com\/categories\/1602-personal-care\/1484-beauty"
},
{
"name": "Nail Care",
"url": "https:\/\/www.instacart.com\/categories\/1602-personal-care\/1484-beauty\/1523-nail-care"
},
{
"name": "Nail Polish",
"url": "https:\/\/www.instacart.com\/categories\/1602-personal-care\/1484-beauty\/1523-nail-care\/1524-nail-polish"
},
{
"name": "Color Nail Polish",
"url": "https:\/\/www.instacart.com\/categories\/1602-personal-care\/1484-beauty\/1523-nail-care\/1524-nail-polish\/5368-color-nail-poli..."
}
]
},
{
"timestamp": "2026-09-17",
"url": "https:\/\/www.instacart.com\/store\/products\/2762185-ken-s-steak-house-greek-dressing-each",
"item_id": "2762185",
"variant_id": null,
"title": "Ken\u0027s Steak House Greek Dressing",
"description": "Ken\u0027s Steak House Greek Dressing 1.5 oz",
"product_category": "https:\/\/www.instacart.com\/categories\/316-food\u003Ehttps:\/\/www.instacart.com\/categories\/316-food\/844-pantry\u003Ehttps:\/\/www.insta...",
"category_tree": [
{
"name": "Food",
"url": "https:\/\/www.instacart.com\/categories\/316-food"
},
{
"name": "Pantry",
"url": "https:\/\/www.instacart.com\/categories\/316-food\/844-pantry"
},
{
"name": "Condiments",
"url": "https:\/\/www.instacart.com\/categories\/316-food\/844-pantry\/1043-condiments"
},
{
"name": "Salad Dressings",
"url": "https:\/\/www.instacart.com\/categories\/316-food\/844-pantry\/1043-condiments\/1060-salad-dressings"
},
{
"name": "Greek Dressing",
"url": "https:\/\/www.instacart.com\/categories\/316-food\/844-pantry\/1043-condiments\/1060-salad-dressings\/5968-greek-dressing"
}
]
},
{
"timestamp": "2026-09-17",
"url": "https:\/\/www.instacart.com\/store\/products\/17625919-rainbow-light-energy-grab-go-packets-berry-flavor-gummies-15-ea",
"item_id": "17625919",
"variant_id": null,
"title": "Rainbow Light Energy, Grab \u0026 Go Packets, Berry Flavor Gummies",
"description": "Dietary Supplement. 3 gummies per packet (45 gummies). Stimulant-free sustained energy. Gluten-free. No. 1 most trusted ...",
"product_category": "https:\/\/www.instacart.com\/categories\/1662-health-care\u003Ehttps:\/\/www.instacart.com\/categories\/1662-health-care\/1724-perform...",
"category_tree": [
{
"name": "Health Care",
"url": "https:\/\/www.instacart.com\/categories\/1662-health-care"
},
{
"name": "Performance",
"url": "https:\/\/www.instacart.com\/categories\/1662-health-care\/1724-performance"
},
{
"name": "Energy Supplements",
"url": "https:\/\/www.instacart.com\/categories\/1662-health-care\/1724-performance\/1725-energy-supplements"
}
]
}
]World's #1 scraping platform
Everything you need, built in
You pay for results. Proxies, rendering, concurrency, and delivery are always included, on every plan.
Go straight to the source
Every request runs on Bright Data infrastructure. 400M+ IPs, unlocking and browsers are built in.
Scale to millions of pages instantly
Send unlimited concurrent requests - no infrastructure to manage, no configs to change.
Scrapers auto-fix when sites change
AI-powered self-healing detects site changes and repairs scrapers. Your pipelines keep running.
Thousands of verified scrapers
Every scraper is built, tested, and maintained by Bright Data. No community guesswork.
Pay per result, nothing extra
One price per record . Proxies, retries, rendering, unblocking - all included, no surprises.
Compliant and fully supported
GDPR & CCPA compliant. 24/7 human support on every plan, including free.
Choose your path
Start collecting Instacart Reviews data in minutes
Call the API from code, click through the control panel, or hand it to your AI agent.
Use cases
Instacart Reviews data scraping use cases
Real-time Instacart Reviews intelligence for your business.
Grocery sentiment analysis
Title
Description
Product category
Brand quality benchmarking
Brand
Title
Product category
Review-led product research
Item ID
Title
Category tree
Voice-of-customer mining
Description
URL
Item ID
By data type
Explore more Instacart Reviews scrapers
Leading the way in ethical web data collection
Only publicly available data. ISO 27001 certified, SOC 2 controls, GDPR & CCPA compliant. Every use case is reviewed by a dedicated Compliance & Ethics team, backed by a documented Know Your Customer process and Acceptable Use Policy.
Bright Data is used by world's top brands
Instacart Reviews Scraper API FAQs
What is the Instacart Reviews Scraper API?
The Instacart Reviews Scraper API is a powerful tool designed to automate data extraction from the Instacart Reviews website, allowing users to efficiently gather and process large volumes of data for various use cases.
How does the Instacart Reviews Scraper API work?
The Instacart Reviews Scraper API works by sending automated requests to targeted website, extracting the necessary data points, and delivering them in a structured format. This process ensures accurate and quick data collection.
Is the Instacart Reviews Scraper API compliant with data protection regulations?
Yes, the Instacart Reviews Scraper API is designed to comply with data protection regulations, including GDPR and CCPA. It ensures that all data collection activities are performed ethically and legally.
Can I use the Instacart Reviews Scraper API for competitive analysis?
Absolutely! The Instacart Reviews Scraper API is ideal for competitive analysis, allowing you to gather insights into your competitors' activities, trends, and strategies.
How can I integrate the Instacart Reviews Scraper API with my existing systems?
The Instacart Reviews Scraper API offers flawless integration with various platforms and tools. You can use it with your existing data pipelines, CRM systems, or analytics tools to improve your data processing capabilities.
Is there a free tier available for the Instacart Reviews Scraper API?
Yes! Every new Bright Data account automatically includes 5,000 free credits per month (approximately $7.50 in value) — no credit card required, no promo code, no commitment. These credits apply to Scrapers (including the Instacart Reviews Scraper API), as well as the Unlocker API and SERP API. Credits renew on the 1st of each month, and you can start making API calls immediately after signing up.
What happens when my free credits run out while using the Instacart Reviews Scraper API?
When your 5,000 free monthly credits are exhausted, behavior depends on your account balance. If you have pre-deposited funds, usage continues seamlessly at standard PAYG rates with no interruption. If you have no deposited funds, requests will return an error until you add funds or until your credits renew on the 1st of the following month. Note that unused free credits do not roll over.
To avoid interruptions, you can enable auto-recharge in your billing settings at brightdata.com/cp/billing/settings.
What are the usage limits for the Instacart Reviews Scraper API?
There are no specific usage limits for the Instacart Reviews Scraper API, offering you the flexibility to scale as needed.
Do you provide support for the Instacart Reviews Scraper API?
Yes, we offer dedicated support for the Instacart Reviews Scraper API. Our support team is available 24/7 to assist you with any questions or issues you may encounter while using the API.
What delivery methods are available?
Amazon S3, Google Cloud Storage, Google PubSub, Microsoft Azure Storage, Snowflake, and SFTP.
What file formats are available?
JSON, NDJSON, JSON lines, CSV, and .gz files (compressed).
Can AI agents use the Instacart Reviews Scraper API?
Yes. Connect any agent through the hosted MCP server, point a coding agent at brightdata.com/SKILL.md to set itself up, or use the CLI. Agents authenticate once with browser OAuth and can run any of the Instacart Reviews scrapers.